总最小二乘法和约束最小二乘法在频域系统辨识中的应用

W.R. Young, D. Irwin
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引用次数: 7

摘要

将总最小二乘法和约束最小二乘法应用于传递函数确定码(TFDC)。TFDC是一种频域系统识别码,用于从实验得到的频率响应数据确定系统的SISO输入输出传递函数。对TFDC进行了修改,以实现总最小二乘解,采用最小二乘/总最小二乘组合问题的解,并应用约束最小二乘来确保极点和零点的象限对称。给出了每种方法在实例系统中的应用结果并进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Total least squares and constrained least squares applied to frequency domain system identification
Total-least-squares and constrained-least-squares methods are applied to the Transfer Function Determination Code (TFDC). TFDC is a frequency domain system identification code for determining the SISO input-output transfer function of a system from experimentally derived frequency response data. TFDC is modified to implement a total-least-squares solution, to employ a solution to the combined least-squares/total-least-squares problem, and to apply constrained least squares to ensure quadrantal symmetry of the poles and zeros. Results of applying each method to an example system are presented and compared.
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